Convolution-transformer blend pyramid network for underwater image enhancement

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Lunpeng Ma, Dongyang Hong, Shibai Yin, Wanqiu Deng, Yang Yang, Yee-Hong Yang

Published: 01 Jan 2024, Last Modified: 15 May 2025J. Vis. Commun. Image Represent. 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A Convolution-Transformer blend pyramid network with spatial and frequency branches is designed for image enhancement.•A Convolution-Transformer aggregated encoder–decoder fuses local and global features.•A blend pyramid framework with the Domain Affinity Block is designed for enabling information consistent.